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 "metadata": {
  "language": "lua",
  "name": "",
  "signature": "sha256:09d55f40fef1e7c13f11a514fe6a93ec9de3c599d77c239d25bbe6ecf5de96fa"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- Imagenet classification with Torch7 demo\n",
      "require 'loadcaffe'\n",
      "require 'image'\n",
      "\n",
      "-- Helper functions\n",
      "\n",
      "-- Loads the mapping from net outputs to human readable labels\n",
      "function load_synset()\n",
      "  local file = io.open '7_imagenet_classification/synset_words.txt'\n",
      "  local list = {}\n",
      "  while true do\n",
      "    local line = file:read()\n",
      "    if not line then break end\n",
      "    table.insert(list, string.sub(line,11))\n",
      "  end\n",
      "  return list\n",
      "end\n",
      "\n",
      "\n",
      "-- Converts an image from RGB to BGR format and subtracts mean\n",
      "function preprocess(im, img_mean)\n",
      "  -- rescale the image\n",
      "  local im3 = image.scale(im,224,224,'bilinear')*255\n",
      "  -- RGB2BGR\n",
      "  local im4 = im3:clone()\n",
      "  im4[{1,{},{}}] = im3[{3,{},{}}]\n",
      "  im4[{3,{},{}}] = im3[{1,{},{}}]\n",
      "\n",
      "  -- subtract imagenet mean\n",
      "  return im4 - image.scale(img_mean, 224, 224, 'bilinear')\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- Setting up networks and downloading stuff if needed\n",
      "proto_name = 'deploy.prototxt'\n",
      "model_name = 'nin_imagenet.caffemodel'\n",
      "img_mean_name = 'ilsvrc_2012_mean.t7'\n",
      "image_name = 'Goldfish3.jpg'\n",
      "\n",
      "prototxt_url = 'http://git.io/vIdRW'\n",
      "model_url = 'https://www.dropbox.com/s/0cidxafrb2wuwxw/'..model_name\n",
      "img_mean_url = 'https://www.dropbox.com/s/p33rheie3xjx6eu/'..img_mean_name\n",
      "image_url = 'http://upload.wikimedia.org/wikipedia/commons/e/e9/Goldfish3.jpg'\n",
      "\n",
      "if not paths.filep(proto_name) then os.execute('wget '..prototxt_url..' -O '..proto_name) end\n",
      "if not paths.filep(model_name) then os.execute('wget '..model_url)    end\n",
      "if not paths.filep(img_mean_name) then os.execute('wget '..img_mean_url) end\n",
      "if not paths.filep(image_name) then os.execute('wget '..image_url)   end\n",
      "\n",
      "\n",
      "print '==> Loading network'\n",
      "-- Using network in network http://openreview.net/document/9b05a3bb-3a5e-49cb-91f7-0f482af65aea\n",
      "net = loadcaffe.load(proto_name, './nin_imagenet.caffemodel'):cuda()\n",
      "net.modules[#net.modules] = nil -- remove the top softmax\n",
      "\n",
      "-- as we want to classify, let's disable dropouts by enabling evaluation mode\n",
      "net:evaluate()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "==> Loading network\t\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "Successfully loaded ./nin_imagenet.caffemodel\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "MODULE data UNDEFINED\n",
        "module 'data' not found\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv1: 96 3 11 11\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp1: 96 96 1 1\n",
        "cccp2: 96 96 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv2: 256 96 5 5\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp3: 256 256 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp4: 256 256 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv3: 384 256 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp5: 384 384 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp6: 384 384 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "conv4-1024: 1024 384 3 3\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp7-1024: 1024 1024 1 1\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "cccp8-1024: 1000 1024 1 1\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- print net structure:\n",
      "print(tostring(net))\n",
      "\n",
      "-- visualize the weights of conv1\n",
      "itorch.image(net:get(1).weight:reshape(96,3,11,11))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "nn.Sequential {\n",
        "  [input -> (1) -> (2) -> (3) -> (4) -> (5) -> (6) -> (7) -> (8) -> (9) -> (10) -> (11) -> (12) -> (13) -> (14) -> (15) -> (16) -> (17) -> (18) -> (19) -> (20) -> (21) -> (22) -> (23) -> (24) -> (25) -> (26) -> (27) -> (28) -> (29) -> output]\n",
        "  (1): nn.SpatialConvolutionMM(3 -> 96, 11x11, 4,4)\n",
        "  (2): nn.ReLU\n",
        "  (3): nn.SpatialConvolutionMM(96 -> 96, 1x1)\n",
        "  (4): nn.ReLU\n",
        "  (5): nn.SpatialConvolutionMM(96 -> 96, 1x1)\n",
        "  (6): nn.ReLU\n",
        "  (7): inn.SpatialMaxPooling(3,3,2,2)\n",
        "  (8): nn.SpatialConvolutionMM(96 -> 256, 5x5, 2,2)\n",
        "  (9): nn.ReLU\n",
        "  (10): nn.SpatialConvolutionMM(256 -> 256, 1x1)\n",
        "  (11): nn.ReLU\n",
        "  (12): nn.SpatialConvolutionMM(256 -> 256, 1x1)\n",
        "  (13): nn.ReLU\n",
        "  (14): inn.SpatialMaxPooling(3,3,2,2)\n",
        "  (15): nn.SpatialConvolutionMM(256 -> 384, 3x3, 1,1)\n",
        "  (16): nn.ReLU\n",
        "  (17): nn.SpatialConvolutionMM(384 -> 384, 1x1)\n",
        "  (18): nn.ReLU\n",
        "  (19): nn.SpatialConvolutionMM(384 -> 384, 1x1)\n",
        "  (20): nn.ReLU\n",
        "  (21): inn.SpatialMaxPooling(3,3,2,2)\n",
        "  (22): nn.Dropout(0.500000)\n",
        "  (23): nn.SpatialConvolutionMM(384 -> 1024, 3x3, 1,1)\n",
        "  (24): nn.ReLU\n",
        "  (25): nn.SpatialConvolutionMM(1024 -> 1024, 1x1)\n",
        "  (26): nn.ReLU\n",
        "  (27): nn.SpatialConvolutionMM(1024 -> 1000, 1x1)\n",
        "  (28): nn.ReLU\n",
        "  (29): inn.SpatialAveragePooling(6,6,1,1)\n",
        "}\t\n"
       ]
      },
      {
       "metadata": {
        "png": {
         "height": 208,
         "width": 78
        }
       },
       "output_type": "display_data",
       "png": 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Re/aBNywPu5J5XnWrodTVeFxPiopUk+VQ5qtum0gqBDVVNR+SZQAITLEMisBMAWR9KJE6G2Ox4BVz7HKGJEQNQWMFOWwoKFy6gVFVwExkAE6UEiAEUeWyOR2IyB1czVxPT04vzs6Juanr6c50NGpti5a0oBkSUCCpkZiwYZwIBeKi6psTE1XLkIZlP79Y7u1RVcVl1z//4rMhYtcf6+ZXIxQHSqXXgVgBQRBECqITszCEzdfAi1NhxshWNzxJLmQjGziXZLIGJDWsEAEhG2kybwJ6VRfTvhgJO65jJPUDg0SpmqpJbT+qm9F4fH5+PnR9FHl62IAbuTFY8KEGIesxLVLWesIxgG1wvGVFp6Yeayvjdvfx48tvf/v7q66aHdw6Ojyb7c/WzrfESIIWiBjVcjJFLaSmUDLDtuxCz4gWhoRsgrnVPiBNSgFT4nZtQ4AeCd2GYmnEmh0xVArgxMWMed1kScOAmgplyMoIn/zUSy99+tN//ud/9v7Dh0R0dbVh92NAS1kQayiTqmpr9N4jljYAsueNqSlrJdV4NJvNmnt3P2r+COD9vodmgG6l9WjtfIYcANqqcncbVkPpUscMVTFw9m1kIgRwKkWgRPSWfUJQW67RSTAwpM2uyQDWEAG6Mw9meeXj0U2QqssEm5OSia3o/Pz8/bN3jg+P5ucXIcjJ4dHQD7PZtK7rtalCCYUhdQwcLDaRjJaBVFwcIMh6E+bsJeWcVlqSwfGiK+10dzLbH093xlfzEDZNMcpspaJrOHZN7XEI02xYCLa0PVJEFvRoOTo2KcUhIRoRoCHyhgo0U4RSRWEhomyOJZ/3PUVvENuywcB1HTGAIHop5ycnF+enHzx8eHV1lUsZj5prDlUAoK6MxUmsshI4a8ngK2YJEZXQefOrQKVA13Xzq3Q+95y5mUyNcMhJItsWP1JhIfLeKSHhbFp7IaTcF+zN0ia1GgqSIAWsGs2SXDs1chQi845821+NqspubLlCnBL1oJjmKJ5JBt8sHKMIV3G6t7uzt7cTQpxMWgmcUnLwnNPa1CAlCIXgNeIkUnAmraMwEPal5C0lKxUBmmOoQzOdjHg02sXQynKYA6+5VgAoUAKhmmPIoOZeiIpDAURXwE2LbY3o3JmBwL0GUgctjs6sFofrf+8LxdCqJTMjsOB5SgE9B0uZsmxMdQQDYyYiik3MKZ9fnCKyuac+pa2pxFmIIRcnNFZHyJAd1YASwrAJEggBERGwDoKBDRQErlZnaiVWjLiBo+wKbmTsCqBW1Cw7ZiPGKKFaN06VwdVBPJcEABjUWyQn8wKUjbtN8mqTJmECT5aBBWpARyT3LnVbdt/ATZUQi6NUAoQGFkIAg75Lts3AxAXQODqAK0ECwwBOmFQzgW1wvCIooQsxSSoDkimCYSFxIALcVHEBcilMrpolOkfyktUdMBK6buQGEBGIrDhGs5xAFQKaAaIWH3hz/CaL5G5OjFSsoCMCMFokBXLa6AgA0REU3K0gghMMJRkiEDnBNf79S7j/o/gIAPzSG/+cQAVMPI2j1aGQLpmyecngLvJ3/u5XAOCb3/gmM7sZISERM6ecU06qmZCZ5ZVXXwaAX/7aPyEDKC7ADBQlBgkpDepGTCj4+ZdfBYDf+NovgRsAqDlyKMAFg1JIhgqcDf7BF34WAH7lH//PA8UlBKjHhRgIRBTLKngXrOO0+m9/4XMA8PpX3nAHIYrCqHZydHRxdjbd3dk7OJC6McSf/bm/LwAwWBWIEFWzB0jBVUDFM0JGMPR1Wio5mRIhmatIoBCms0nKuetWJZe82TaaVbNDtpSGSqJUAsGpkBajioQ3VYElJnQ3JnJQQAZEAwCgom6bcBuABwqDiwEAU9Vw20TrO+8Tlp5lnajNzcyIOFZ16rrDww8//ODRc/TCrbvPxKZaDcPaqxlGamBogaDoFUcVBykpBJPN+QYA4J6GNPT9xfnF8dExBXn+oy+MpxN316JPFRjZbNDlxUL7sjfZva5RKq5EhIllUwCJFwFydCQe1AiMmbS4OQBK2VBQySkBqXAGBVcGKlbc5whz4p59bSoxqpvESurQdYvj05Ojk+N7zz/fjEcUAm5ptN4iAWXLtcdGavdCBpgzY0FUTetTRFXdFAGCcEp9oHo8Gbfj0Wq5RATdkEYxxL7rNCkZtlVTcbRBx5OWI6OgNGHj1UKASFzFuLpc9mbNzqyfL1WwnkxX88V64ZiRUQIAKUop3Xy+vBzHNK608hTDhqlyc/BQB6nCaGf27MdeqEaj5z/2YjudXs6vfLtXQdohaQCumIbSr7REMgEnU2HbupWZiXA8Gd+8dXO2t7t7cPDpz/xE13fvvfPuxdl56tPG1Mqj7+9JMD7Y3fdsl5eXXo/aduLovPEqAVgpgMYjsmJqVtc1wMoMmnbEy7WCSBiNCpIGLiEU4CXp1W4Lo2iQ+nobI8wsjMSrYZjtzD7zUz91enL2zN37KeeLqznzpmveJUVg4UBBqHRWLs1ZQiUM6v22Mc3MiOLuqeTFcnF+Nb/qVleLq365Go9GoBtQRRhjrOIIkwWRoe9zP0Axdlz1Hdu6ZDFzLWZuWtwdEZgoALA7guO2/cc+iJmXAt43oTDMXU8rxWhklgjXXawQAgmnNFzO54A0GU8U4MnRYd8Py+VyPBnDhvI2MyyAKqwYBuWBxKjuS1YFDOtfFZGUU1Go6mr/5k1DzFpOjk+i8Ojmze2pNQwDGRkamOacJUjbNBLE3YZ+iBsIoQbmVNT7QQEDS3UtR9BiOeWtDCpAgrxiUsG+hRzDymEIlikBGm47caambqu+SynnUoacLy4uS7EYI/O60ykAENiygRuk7NEhYEwelyUHqMx1g8+hqA0pF9VQVy9+/OM3bt/q+u7gYH/oujpWqVtnCEcAAjNVy33u21CPZqNYR0dHhrLZEIbijIBQgIHRgFfdoAaqOgzDtg1bYRYaBIaa8iRaHcwYragZpOwG2xjRlIqZj0bj0WhCiMQcSUZtC+C27a8GTBwimLl5Mh3Fxrzt3YwRmIlts/UdkIqm+WLx5Ogoma661cnJiZVio7Fv0hIJgXsxVdch964aiAcb0pCyF9BNt5YqM3emrmAGBopDUpYQCbRk3NRJjbi5IgyUlsNl5zIQJrXiwA4R+amcMuUcWNrxmBCHfiBAIqpiUCtpe9iwr4QMScgcEQYD4QqhFHACpE07/Fq8245GIQR3yLkMfXJzVcslC21URAQoBOBcMRI5uDMOntzcGAw3pwgICbuTE6sBMKeiLFyRFM207Z7kPoqhK7oyKIIDEkEEjoi1+7p4cDdCZBECHLo+5yzMCFBKBrdr9Y0AQMTBwQHEAQy0oPWOIJUCMDI9rbdMRFgEiUx1tVyVlOuq6VTzkI1sa+r12xgpawESFi9Y1N3AcduGpWjIauZGIAIsAAgOWjIy06ZIjgjkHljAWbgmEgArDqah6FNuCdwJ0c01F0QqKV+riEEVwKNctyP+Eu7/6D0CAN944+tE6IAhBmY2s2EYVDXGAABDSq+99hoAvP7GrwISADqAsGgxUK9iNPOihYVffuXzAPDG5/+liloFJmrBITiQijiBsmkE/NxrrwLA62+8jg6EZGrukIbk5k3bEJG7hyA/+/LnAODrX/saIJgZIKQ0qGqQQMiE5ICE9OprrwDAV1//KjObaRABxJJzTgkRRUKMEQF+9uc+f63y9r5PxNy0TV3Vy+WSkGJbiYiapU3/DwlDCEWVOcRQgYMlXVzOhRmZaAs1gkNw5ZIpF9Kh9EalDlJX0gbZyvgIr5U1GQHR0c1K1q7r26YB2DKBQEgShJjcrW1qAHBzdzQ1N9+eqwhQcgYAqSVWsWRJwkR8re/TsklLaRiGIbXjUR0rIhz6Psa4v7fvCGfnF1t5cckFAFV1NtutQ9XWbeTwb3/n37DIM/fvXS03qBVz9jToUIKFUWjbOmPmCpHJBPPmTAIAJhQKbd2CQ1s3KZWLy8tl0aqqfMPyuFnOeVj0y+WybuqmafpVh47gQERbSUrO2UxjjMLU1vUAqEXHk0nK5WqxvOZlCADcnYXrqhqG/r1333v7Bz84PTkR5iAhxtg0a/AlIlpKTikwn52enp+cWirf+fafnB2e3Dq4WTbOLzbksurKVYFVGEO1I9We+Mhoh2DspXpaKolIDMFNz05PUhqaUbNaLs9OT4dh6FdrbslMh74/Pz+/upq7GRMNfb9YLOaXl4v5fNhMAsQQmrqp63qxWDx5/Pjdt99++wc/AAcE7FZdVdVrU4OEtm5irFZdd3Z2enx8/OjRo+OT4261ArNmq5aqKhEhkd39vdOT0z/4vX/35h+9+f/837/13e98t6oafdoOH9R75tKMGUJKvljm8/lw2vlVCamErcDUg0hO6fDJk+985zuPHj1qRyNiml/N6amUFoiJmMbTya07d5574SO7e3tFteu6+Xx+dHS83CjQq6qeTKdVVZ2cnn3w6MO3337nu9/57tnZ+TCk+eUcwGHTsylA1HVdCOHFj3/s/oP7V1eLlFLf946gW3zjpm6zndnHf+wTl2eXgeSF5174xEuf3Ds4iHWVyoaPJ4sR62ldz2qaiI1cwDvFaiSMiLbRcziomZoB0XQ2e+HjH/sP//pfc/A/+WOt28Z0G+fYjEa77X7TjsaT8YePPjy7mCOAAxTVzVEOambuQFSP2nvPPrj/3LNvv/XD0Xhc1HLJXdevTS059ynBcnlw88bzH3m+aZofvPXW2dl5jLGq67wR+pr5MAzxOm8Jt9Pxg+ef+xv/yX9MxNkybg59RGfyEMjLMKxWoY5VjVQJoLlls6ccHwDWTVNVdTsZ33/uwc7e7mx/dzQZG9hWY6jmqBZj3TRtOxrfuHXrxz710mQ8cdWTo+OqWgNDVe2HAQh39vc//qmXqhiRWAFSySyS0pYHJs6p5FKuqqvVsktDOjo8Pjk+FpFt9AJASRmRLi8u3vreW+8/fP/y/OKDDx/V4xYRT8/PRpPxxqvAIkJQNOfFsisGI6qmTYjBssJmIgMRWBgBrxXVj58c/tvf+71Hjx4VzaXIFu6XXHIuWo7Pz8539/bGk/EnX3rp9u3bV/P5u++8u1osN1/DouoGLLJcrlar7mJ+tbx6PB6N26Z5WtnkXNzd3fuuP3x86G5X8ystakWv/7veNoRCXHI5PjoytfFocn5xUdU1EF5cntO2GWPASAGJ0Tm2mTMyV1iBUcoZbEsE+zAMABBDzCVfnJ/1fe9mk+kEzJ9y2UXN7WK5WK26h++8O5nNbt2+fXW1KDkvlqu8me8wNUdQANV8+OSolFJycXNwb5sWcTN8wkxN00Qzczg7OUVCdIgxaClDt9oeNmYmItGs73pwD8KLxRUSsnDf9aHajHahgCkkQ/RAhMDYX+vyzPpMtnGXKji6e86llIKAPXRVjE3T9t0KNgEc1jVIMC1qVlI6PT4e+h6J1gra6/UFcEAzNffzswsEqKsmcKhjDCJP0xIiShCy614vAziNR8PAmtNycbV1FzMjYF3XZhBCuKZOnAkRkbBsEok4oyFmRUZIhgqpz1gji4REtFEsIqKDE1IpRVj8Wn/mjogxxm0uDCKAUFdRRIpqCMERU98DIPE2QMDMgEiQgYmQiEjaFt3xOie4w1/C/R/NRwDgV37pXyhgn4q5IQGLBbYozljQNTB/7ktfBIDXv/F1xLUYFgEBwMxjFZHY3R388z/zMwDwj/7HXxOPqBSp8lQwZ089WakC1hVnXf39V34BAL7x1V9XUxRSM0dgYUJwLwhurmbli1/4MgB85fVfAQQiFGES0aJqhsQIFCSWrK/83OcA4Nd+45crVLEUoAg4I6hBLtAlH4x68y994asCAAWxOCiRIzIbCUoAxIxQ0PKWvANzJAD36w42AomEWNfm3g99P6y5JbToKgHryiu3YsOKilcYQ1YBJ30aR0SkamqKTEyEBFogl8xC230YRVLqzaAZNZPp1BFCrJil79LF+WVK6+rkIOYAACAASURBVB+F7GaFCAiuS/kghjoU6BUdr0sRAQBnMQcSCIH7/iL1V0WL5auAZdzUspnHclMiIWY0u7qcd8teQmxGo1jX6r6dI3ZlTQQkquBL9aVhsdG4Yc15eVVVGxaiFHMrprGudnZ3Yl0Nw6pbGa9VORtlBWIdYt3Evd3dYnZ8cjLkUtWNO3bLPg0b8plCRSyafCilGItrce1dB0fhKsS1qUbEEuo6NE2Ay5WVsDOtDz94YtbPpuS+JlwIAcEZSa1cnJ49efQkxKoZT+q2jVXFmzliLcDG6LQ6X8Vk0ruv0u7soF9eLE6vZgdrgenQ9at+lXOezCYxytnJ0eXleVWH3b0dCrLqNwtXtG3q2zdvjSfjs4sLK7ZadfOrZc6GDuPReBNxzBwYuBQrPTgQupRBsUQ0uR4iFwAwAPdiSSWUXJY39ttP/tj92TgtLo73d2bLy0115qbqrjr0fd935lY3ze7ODofoRLBp2hBy5IAZhkXXUNViSMlCgsXF6uLD49nozvVrfbc8Oz3th65oWizmb//wB6cnR8+/8NzOzo/XVbNF1F6s9Onwg8fvDSm7PfPcs//Bc89ezK/eefvd1WJZxw3lLSN0ADBANk8GQTCiFzRFRNiq0ZipeFktl303nJ0+rMJu0X0WjTW042hl02URRgBCbMaj/Ts3Y9vGUI1mk6pukCjnrfOxigGzlb6TNo6qyh3SYplXnfYDbiB6LrnvVxRk/2Bvd3+3bsLhk9lzH3n2wXP3s1mX15twdbW8TOmDh+9/97vfxRD+o5/+T+NocrVcLZYdAvHTAfegzikVVxlKtsHZpe9ADbliCE9NdSZCklgR46xpWEu/Ws0Xi/lk1JaNKD+EQEyjyfjmzVt13ZydnJ0cnS4XHTCFGH3b7yADT+AmpMJGpIClG5YcaLY74w29H+vYTEbj2eTWvTs3b9+c7E5iE3cP9hwxl7xVebuDSGya0a3bd6Wuqnp0dHT26PHjxdVi1LaB127oExSnkgIUKl4n1QAxQcplCAxEGxYiMFCgpqmbBnant5j7oV8hABF3fbKyiUwmR8ylGMJkZxqqasgllQKO1yLrzZNKMXaoWqJYHDGMOOHADbYyUll/bbozC03VjJtmPALCIadV3x0eHmbNDrCtz0JVE8v9j7zw4MWPTfd2J3t7ybyqGnCoY7Xtd2SjYmQgjgJRANBBHHvDlQZ12VDe5AXNQ0DX0vcLhO4oza2ASJOSM25Wrh/UfblaLbvu8eMnpnZ+erFarOq6aepmi7qQFdRQsJmKW+lLsrr0pVSRqQlD2DYBuAltM2oN3MBH4/HtO7e7bpVzYZatDRiDA1ZtTSKXi8WHJ6d9zu7eVFVg8k2bO7sToHNIGVJSK3g9lYqCGBmfjupqYnTLAFrYgTmgKWMNLGaAG1NLUXUz077v+64XCTknESYE/Qt8PHJyBgDkxjV7QsVWoSiIcUSFLSlHwgSIy2VXVJkxVk0p13Ow5psKXmIsagWc3Iq7uTFRXVdtXTOibhJEssIYiibjWASAyYo5AjNB5cbbysaUHVDdtQgzuaMTojioA9hGc+twPftOzNdDeVbX1VqL776VaEksAE4KgO5kHtw4Wc5QBQ+U/WlbBABLUUC6nkq8Nl+Laratu5wQgYqqMIcQzF1LESQwU1feVo7i6qWQqztU4g5UoWYzKEmUOMNfwv0fzUcA4F++/iVGY3QiNPPi6BwLSnJxqQajV3/uiwDwla991cyImVlKLkxchXDd7SJEs/LyK68BwL/6yj9PtiRRDgakQAYIhOiGZVAy+S9f+0UA+OY3v05EROzuZqZqiNdX1xi6C/PnXvk8AHzzW9/IRWPVXOeqYdldnV+4+2g8DnUFzC+//DMA8NV/8A9J5Fq9SswhBAB0X2uZ3ezvfuHV6wyc0S1EEcYhKyMDkyO7grr7xvOIKCGISCllSEPuU0kJAcfjUds0YTPs5uzAULiYmGKWilEwmyGQMtqwmbBTJQACyLmoKrNYyTnl6/Zhu+G0zL2Yek41c13XuR8uLs6t2KgdRQnDBipTEA6RQ0AkieF6OAhRDJxgzfAJADC6IJDb0PXIwcG7rqumLRMtO8WN0JcICbGq4ng8fnD/WXA4PTruVl0Q/gudB1A0DBzqqlAqkDWaMw4pIRBH2c7WchAAGHJaLpZd38dQucPQ9XVdz6YT3iycml2TJPs3DnZnO4/dz05Pz0/ORqNRPW63aYlDkBCKm5tpQV+3eVCEmdaQla4dfH1N0zAkIAGSoZjUrQJ3KaM8vZ+jaRsCcvP9vb0bBzfyUJhYQrxucKz9gJ5dM3pmSEIr9ivIx2lxbv1SdLGRbyMiMjlA3bYHN27euHVrOpsBYqyq0WSyxV4hiIhUVZTAo/GoHbWrbnV2dnZxcb5cLsvmsHGAbKYOIAzCFAMESa7JTQnKVjnqgA7kCF22gIFiUzpXDIq+6FK7s9EbqKl6GlIa8rgeL68Wf/B7v9+27TP37oQqTKfrIiOlvIKuaOFZSAJKiHVdLAOLSBy2Y5h1Q0xV1Uyn052dHSKaX16VlDgIMvaLTfULUEo+OT4+PTu7PL9ksxu3brZte+vunfHOdDsNi0RAdH1GESEwhRgyWNICtqazBAAkNkiUcllljMYMsVNeJleMhmHrVXMAtyiBndqqHsXmxz/16b2D/VCH07PTp52iYistGTRaNTh3JYujtaOCbFJ7tRnciJUEIUB0eP+d987Pz/tVf3550Y5HwqQbnp2ZEWC5uLpaLEvKz9y+/YmXfqyq6vF0WsAWf+EqHSM0tWv2kSGgq6IrWHFbXx8DAAYBOSACVpqgRouDx66QoqDUattiWoMIOVxcXP7JH74J6sS8t/vRfK2rwG3/TxAjMTo1irkAFZXiSIBezMtGHq/m5A5wcnz8/T/7s/Ozs72D/dnebt02iLC9HouJm7rZ39+fTKfj8ZSIpIoUeNGvumFIGx64qmJ2cGYCV3B1M/VrfoN43Q+9JlxCMQGOVEOmBqCiappMFFBiUzbaK80aOdRVheZ//Id/9OTR4xu3bnGQetymlHgzXwkuUUZOTlCDC3qwAjkbqAFoSGtT+1VvQa3o5fn5/OKirqoXX/zozTu3l123XC2vJegAUEpGxNlsVtUVEV+cnZ8dn5AEDoLM22SIAMzs14nH1MBVzdzp6dUn13ejGbkTABeqSkYzMwxdNncIsdrmm2v5Wgzxzp073YsvjtvRM/fu3XnmGRCKTZU385U+OEVmwbwEFzREE0BlchJEGjbSoKLJ3NXAvG3buq4AsWjJJffDsAWGplaub9ejJqW0vLoa0jCp67quDUA3bVgEYKJciqoCXRdGDu7ExIDxaSPD2ElKdpe6KJSCKFEd3J2Jnt69gDgM6QqWbF41TdM2JNT1K4rB3Le/KiZa3JbFMoC4MBoDQxCE6L6ZigIzAzMEHI1G9+/fL5pzTvP5vKgB+JbQSqWoKXQ9AJqZuzVN3dRVrGLKOQ1587lr3RFGCdkUCR1cDSrmgHjNB1zTaFVxSgaG7ADEog6AyIR4jbc3K2fuq9XKS0GhdjrOmi8uz5vJmIS3rQfoARiqEFyNAgXm7OoA5Brcqw27z4BuDgiIWNUVq5h5ShmJnkqg4Prf0R36vmdEESEiIgQAJoobQgvNLeXArACABIhmSoEDU2QCLfCXcP9H8xEA+Cev/7owIhh6QS8ECpaFgRBMi5t//kv/GAC+9tWvsARzZ+Kmqfuuv7qaO0CIcn1t2isvvwoA3/r6G26qpVgppiYSwKGomwNLIOYvfPk1AHjj619FJEACwr4fwK2pG0HUoqrq7q998UsA8NVf/YoEQQRzd4QQRE2Xqw4J67Ylhlf+3ssA8PU3vuYOYK5aqqpqx+MQY8ppsVh0qxUhfvkXf0EAwBENgAnXDJFrEBDykgZh9M2B6Q7moOYS2Bz6NBRzFkYRQtpeelY0AXix1A+dFatiZebDUCTEyLQdcyUOgOCOOeUgYTweRZah67JlQuTNLQiBQ04ZEIppyfng4OD+3ftXy+UHHz6aX1yOxus7K9IwNE2rrjnnlBKJ1KPGMxRVd8Ct9BmIHdXACB1AmSwGiAzG6KbbdEMiWRWJOIQnR0dnp6f7B/uhrtrxCIkXi6t1nAQBMHMCAidT0OVqtVh209lOEye0Sa25lM0C4cHBjVs3blyeny0v55ZzqOIWxwuvG0LMfH5ydnp0ElDuPfdskPjwg4f9RpmLCEXz1fzq/OxMzaa7O/cfPOiH4cnjJ/PLy6Hf0mjXfBQBuDE7gYmAsAEZOmwZLTMvRZtR3YxGq67Lqjfv3B5Sqtt2NB4vV2uMJjE4WEDfqWPTNMxycnSa4TS2dazj06kzCWa+uroquezt7F6eX3zvu9+7vDjfP9hrJ6OwSa1FlUNo2qZtWwT8nd/87be//8Of/lt/6xOf+mQQefjBw7WpTP3QL1cLNT0/P1+tlvsHe6uuzzm3bfP40eO1qWqGYOYmDEROXswKkAsZum95SkJilrppd/f2pzs7UoVn7t97+N57w9Dv39h/2mUJUko2wul0ur+3JyLteDra2QmhQuKrzfwBIqumnPJqsTx6fPSDi4s/+v1/N5mOD24e1E2zxTipFE1DMbv9zDMvfPSF5dXyf/tf/tf/81//73Vd3757+86t9T0/RBir6u79e+PR+L133805P3n85PGTJ5fnF7PZ7FredD1rDmYqBMQgTAxEbkEwMKWu2zbhmYWsDP3gdj1tgKcnp2//8O1Yhf2Dgy3SCLFyRAbPah8+Oey7QdWYJdYNEW/5+FKKO8ymO6NmNJtMA/NLn/708x99/sHzD64WV9t7aDjwcr788PCJob3w4t/8z//2f3H45PEf/N7v//Zv/uZf/cnP3rh9Y51HzGNd3bxx47nnniekx0+evP/ewx/+8O2h7x/cf7Baba+WMmUm9wzu7tdDc0hECMbMWy2Emy0Xi3w5b5oaAZqqvrq8PD852dvbdX164ay5SwhSRUQ8Pzt78viQWcbjsSMhoG1iZBiGIHEynbiam8YYX/r0pz756U8mzYcnx1scH6uws7dzeXX55pt/tLu/+zd/+j/7r/7Ofz2dzR6++95b3//e9qIBRBr6dHR43C26t77/1mK5bJuWAJqqCSHUsYIND2wixMRuRd2EwQlzNkd35+3kr6tpLn3fXZ6dN00zCWMRvn3r5nQ2A3PZaJpLVhIKIYhIjFXTtDHEqqrTkFS3w/cgRFUMgXnV9R88fLhcLh489+Dycr4cVqvVijf91ZTTbGf2wgsfWa6W/+/v/m4I8pkf/4m/9jf+etU2Z6cnl/PL69e0qJpfXcwfp8cfPvrg+lbVGzdu5pTMlLZFHCFpVsdiaMSoyAyS3YorOpltYYbH/4+9N2u2Jbnu+9aQQ1Xt4cznnnu70Y0eADTACWZQfrAfHH7Qt/CDHH4Rg4QANAaCkyRbCkGYAYKyLFvhZ38LRzgsa6IgkiCJoRtEj7fvvWfeQw2ZudbyQ51dp/UVEKjnirNPVlVmrlzr//+t4FPOaUjEZMbtZnDkvHPr21uZjGKlAHotOpRBxIIPiCRFShEVncLM4B2aSsmSU9+1q5ub7ebw9uamLxmBJoHpSG86Oj761Kc++Tc/+tG//3f/brNePzp7/rmPPO+jL7sDEDvPZonZPDw4O3tw9mBvf7nZbIah3242OB3i8pCZzcjYsRmUYogsCKAGqoT3SiPv3XzeMKGJKEEekncO1Lq2nRxgfT+4InJH58Sqqsc8IKEZmO4cYKqKgEPfi0hVxbquSim3N7djzJ13NWLPbrPeBB+Ojo5eeeXVDz744N133vUcmHi5v9dOO5xjM6ibuuRSVaGqq/VmvVmvhzQgYNPUu2XJAIHQDA1F7nL4jpyU/CHUJZhK8OyY9M77JI4ZzUsuBe43fQKSIohFALTIKN9kYnIkSHlXmPbOmZqoAFpV1/tgVRVzTuSYiSaRrHM+F7m4uNw/ODg8OKhivL25ffrkyXy+ALD7oqMIE3vvTRWAUk6kgoTjRzQeCX8Z7v8iXg4AvvG1f+6dd875EIhpSEPX97lkUyVAx+5Lv/cVAPjX//uf5iRSRp+SIiIgEkEIznsMgf/e//QPAOAb3/wGICDxqDdvmqaOVck5DQOY9V37e1/5CgB845/9C3KumBIDoIoMqilGJkZCcMS/8zufB4Dvfu9P7iJTNRUluNPlK5qPAZm+9KUvAsB3vvctMwBD7zwidW3XbrsYo/MOAR27z77+mTs9sBZR5+uqms3mIUYFsAFVlREnZeOm7U1JsqRcEMm5sQZhZUhecPJsAaKZqaioeu+X8/ls1txcXW2GPqc8weiTGgEAO/KomoaUiEqog/copdgOKqeqIiK5IGBgV8VYAMi0qBCATjZiKaqGcLfJjSBeRPQ+mNooXhiHKkPfl5zbzeb4wenewcHp6YNNu+27vuR0v2YKpFRKEQBCxCSCOzk2AQ75XqluAIDgnDs8Ojw5OQbVW7M0DDnn+3qH8+ACOkoy3N5ep7Q6PKhjw4QCUCYgm5mJSM7ZRNGHYbNd3d46R81izoEnDBzxmAbBLOXq+uby/FKKNHVzeHhUhTgyuh0AOO+Hvl/drp4+efr++49f/eQnPvqxV2eITJyTn0SyOZdS7laxXAoRAIKpBe8ULO2ybTFWxKymKeeS83vvvvv0/feRaGSCTkD9LKBmaCYq6HBW1ccPDmYLP3SDSEv3Zz3GIsyOGLzzj9//4K2//dnZo7P9w4NYRQo7TRUAOxdDcD70w3D23MPFYnlzcZ1Tjnw3BAcAs8VisVgulsvzp8+enV9cXd8crTdXNzc3l1dNVTU7mwIhIpgBjLyeXBITiioQGtFEZKurakzXKVjXdT/7yU9/9Fc/fOnll1/9+MeIaaIiFjUEdETs3UGz/+C0eXA6bzcXt9erlNrA99jJUgpzjD7M6/rp+4/btt0/OHjxpReTSp+nIgB655g5Bn96evrqxz72sY994s//4w/+8gd/UXLupxgYiOeL+XJ/bzZf1Ivl6XOPDo6Pn15cPv7gyXLW7C+Xd09OLeeM7Cvvc5cNAJ3HYmKGBtPRvGt7Aa2a6vj4eLlcaMk5Dy+9/NLZw7Pr6+t+J5VjdjFEJG3bPnebTUxkq9X1k+vLp9H7ZnGwe6vkvENEJPIxxLqq6mq5t2zm87xd6fBfJEe7bXt5cXl9ddNuu6FLP/iz//TjH/7184+eq8JOjZZyXrctAfQ5+6qKdd3M50fHx7cPrh3ghPga66BEPJ7m0JGKipoDElXYRXxpGHLJAFZVVfD+oy991Ht3eHSUS16322k+B+ccopRS+i71t7fUaqKh2zJyFappSksRQPDBV7GqZs3Z848269vF/t6Qh81mOz04NNNSckomAmY3V9fvvv32u++8s91uDNT7HYxeVPquE5G+G7q+u7i4iE2DRMcnJ5oy7Va5GHwpyi6UkomZkJMmx4xojmlCZ6IBAQ5td5Fzt21VZbtthyGpaU6lqu7mKohoSiX3kIsDjOwXTTOvvGpSmQJqMNuVoBDMtJ41jz7yfD2bdX2fUs67tdBMh2Eopcxms7OHD5d7+7P5/LVfee3ocH9/sXev3UeEcbVxjpl4u9k+e/LEew92L2sEAAB1jpAg5ZRFecxuiYIiGMTdewBRMDPRbbfp225c9EsRRGyaGe/IPA4MSmEzh9RnHdphu8IQkCiIZPyQGJwIVWR9u9qu1kPbpZRW65VLIZeSdkMloiKFGMkxEvap3zzbIuPe4T6Y3Yf7Y6BIxOTRKssi7WYTY0UIYEC701kMDgCzqCMoRSQLIHhHnskzzeowPWBHnEVBLfUDEoYQwAAJg3MTXpVM0ZAQKu8dzMik32SoPXs2CLg7PNwt+mYqomZEGKtKDCRlA5iiPRFBQodurNyISte1zjHUQcds5W6ogERMPMZAmJIBoKlzzqGfUPnzWW3WEo0waR2GxI5mMbiAzmO1K08x8WiFrIIVkRADMY1COit3pFMAgCKMLKoOyPnKNEku6hwYGiLshjoWL0wRAUSFiJxnABxXh3vjhsj4uyqS0kBScs5ghkyMODq7fhnu/yJeDgC+/tVviko9m83396vZrEjZrFfb9Tr3PQIA4h/+/u8BwNe+8fXR8kQOmcjGo6yhAY281tc/+xkA+OZ3v0UIUjIBpGFw3seqLiIq5pillC988csA8Pq/+VxIEApU4n122iEMjBqgGJOQT5//H74KAF/9/teY2MQYqQoVGPR9DwCIoKBI8MXPfAkAvv7Nryo44gjgzJCZAUxLUc0iqeT+H/3xP7yjPquUIfW15NmiiVWVhu6qa03EMYWwQ3yZBu/rWROCKyXnlLQIkQMVNJz2BzMTNUQUEXa8t7+3d3BYpFycXw79YLv4sRINBWNCPxi2QF2AvrEUHXqwgfwd2ERFUEZEGKAYAVUUR7UHEZb7TYkcB6Zo4BB5pIUUSIAsAOOqf5cxzGloh5Y8/+pvfvr45PjJ+++uV7cMdrC/X+9sUUQMSAaw3mwRTYtYKXuLRtSGIU2bDREjAqHdbrciBZgHkdlikUrZdu1yfqcO8TnX4kJi3Ci1rqwq6JfQz5hq046ru2CDifiuQxetr1eSpPLV0A+z+TxWYWJqBxeJKzOXsyKgI0eIVJCRGYNMCheHNHTt1e1tVt3fX549OC0pDW3rCXPf0exObY9EorrtOjPd31uCaHe7WszmaUjb201V3wW3IlrVEUzFLNZNKuXm6dOP1HVf8s1qdXh4F/EFA+wzdxBylVfOb5eyPszrRmkG0ErYEZORGHkWm+VseZHOUxmO5odX/VWEMPOzm7TbV5EJSBRIycQAhYgpKxEGH/rJ6Whahr5rt+t6MUv9kPo+9T0TOcdd1w3DxDQiF3ysYlXFR2cPV5dXP/urH/frthQ9v7g4e/jc/csHQiIDWuwfIFO5uj55cAbkzp9dhOruwbEBJrPOoCXuG9suZbWnN7Mk0TnH1S5UJiaj4PzB8gB7sEafP3u+wUrN5rP56vbm7jZkMEAFj2RgOmTyGIxQLQIXm5KjhHVdHxwcMPGbP/npB+8/vrm+2VsuHdN2vZrwWI65rqr5YkFEBPjBu+//v//3/7O3WByfnorawf7h3VCBqlgDoShu26FLw9On56ePrkSM2H3ItUMgwBChxNJ5bENex7KqqThXA+yQO0RUurxKqxrryw/Ob5/efPDGexdPnp2cPXjp4y9BuU/HmxRQcuhLKSRlTEcgGKmNifGxPMWz+bxeLJLo4/fez7mkfjg+PtaSN5v1FGeWlFvd5j5vNuun4f2f/eSNzWZzcnz88NEjF8LB0SFMl2EVm5OTs+XBfsq57VLfF2ZiF6YKkCITswCZgCGnrFJsPOubqZ8qcc5lTV3Xtn6bh/Tsgye359cfvPf4E5987fjB0bTIockoVHaISGYEBOoQRYoJ0r3TkZ2PwYUY1cwUTOfzeYxxPfQjcXz3HjB1Q9/2m/Vam+b07Oy//7t/9+VXXj59cNZ23f1tAkPbD30ausGWsL93+LFXHDEPQzevZ1PDAnUOK9bec+2tAmrU56KUXCnMW6x2nfMQkRAZkfH04WlF/oO33x+G3kXXp+6+9qtlrE4AIKISA0ApY7eofBfJ3wnvkBgRg2ciLGDeu1yymDXNbIpaUYGAiGAxX+7t71Uxnj16NF8sAKn0/b3GMOehSDek8/OLx+99MFssYhXJsamQwYQf69GQESJCVqkGWLSIKwqJFAm3PN/unptxcGiYoVQh7j04HMrwMLd7e8uEmeKUjleVBMaDFCiKaiaEZoBQRO6bp5FzJYmIeB5BMWYApZRxDk9d0cw0+gCEYwuYgmDOXa83ajDG4rv1xgwMcnYAJedhsyU1FxwR1FXgXRiqAdMgfh5TGXSujAic/KxGBYAOm7tlqWghJoo4aGYdYvD10fyMHvngoaIdkguKDIQeRAgYGMZwGxHUVEAFdwmXlDMijsrjkhIa3IkwiZE49TsPBZKagYGknEWBcSRugAER+53G0DOrWvTuYLnIoiHGECMggAmrwi4pl33RSJh7ngFCokqx7jSzZ4fWa7h7+cWKqTKSmmnR7LwGdftRTYs3c5OvoIgBItnYUYtwdOiKajEp9ksxzy/q5QDgn3z1j8jFWDWqgMSETISmopJT30rq//iP/xkAfP+73zewkXbOTMw8Vr4NDAxV9fUvvg4A3/9XXyM1zclKQYM0JFUgF1yokB2F+Lu//VkA+Kff+VMAVuDR6YtgJtmRISiDMeEXPvsZAPiXf/QvzAtXQBGUsmJBMgUDA1AiDH//M58HgH/9P/8BophlMEXH7KOAK8DFXBYycJ//wy+NHMMAHIyCC2Hs+ovswJTYocjUSKWUYmBmCmBDKiklYh4rBWA2qXQ0i2N27EvRzWp9/vSiH/Jssbd3cFzNZoGnyh7COKFUEQ0ko2Y0YVTPiFMjIDbzAAHEl0IZWdCpmgAiKk80FaTCpKWkItmAg3cWYlFqk4D3SLuMIfuKfW3kkoz2CEtSvGPnIvsy1f+YOEsGRDUbchrSMF/OF/vLPKSc8pSkZiDNkoeEYoxh1iznjavqWV0tnKumFlWI47mEmBFVmApjDqSMgibTJg0ezYN4VVcyDegKOjVUJrKCtFMjIhYAMcvs0ZwTTxDckKEENg40DVWRmZwiKyAgqtqocXfMLlb4oZqCdz5WUcFCFZFh72B/b39vfbtaXd/yruKc+iF3gwy5qZqmWhzuP6jredumYkjObab8qBkTqmQoGj06SA5T5Qw1G8g0UgosToREKCdMQGmEcsqIpbrPtgEgkGPf1BbqrdIAeFMKhqqazUveGcUA2ZCLjpU14jFB7FhNiWhCr5OBd76KFRLuxeV8b1HNqpSSiIiKn9rldqkMhYGDb5h8FZfO1ZcXl20/HBwdTqAq0EIAYMmBRKRI2dIGNTMIgPndIdnQgAAcYCRAAA/FZbVkKmTsvqAK/AAAIABJREFUaJdqBSxqBYh9vSm2VstMLftYz3i5nzcT3I+9IRlYzpmdYyIzG3diQoRJz9EnK9Jvtn0a5nsL713O6fz8/OL8HNVwvtw9YK6q4Mn70EiBIuwhKnhVIQy8A+N5BlABFE/SOG2cFS0OiiNIObnd6xJVRRhLRUqgqCKpSE8AAVF2nR4UKBsnIKLQG2YfeO+IkkI1h3om3dSlSIRYnbs7dqiNXXHKaMWZpk3XdkPfn1+cP3v2dP/48JXtx2MTr6+ucs5NVU9ZCB8qMtYMF5e3l+e3VTV/9OiFEGchzmLdUN5NaTRiQzCnGVKRklmG4JFQFQ3t3qoLClpMxQyxFM1aRIURnbtvBKQYCpJ530Pskaxe0vzQtn0Ct+5SP+wCQ5Ms+S5jJGpMBEhmqqICqjvbd8m5a9s0JDNgYjDw7BeLpalWIeBONIHIREEBSlu6VPq0mS22y709553zJDstBFphVM9AoCBZZWBUUNAx/T4py4WsqCFCJnYRUNWKijI7FM+6y7NzJI6FnWCjTMWiDKDqShFL/b3KGyQTOy1mSEhsqghmJkCmmi3fpXlijIBA3p8+PDs6PT55+IA8VV2rIipSdnE8kENy3rnDk/nhySMEns/3qrpJQ99166lwSmBoiqiOiAzQEMfwGdFAdQfwYSVTjlQpFhWiEURpTIKB6gl+I+qUnSIXYfSVCmsvZOiN4u6EPA41gTAgOxdGRCSYldwLqFrR4e48Vc1qDr5ZLHwMzawxs6Efcspj6n23PICYIhggxhhiaERgKEPeZik55R4mqy4YjIBcRCZvImIGCgZYjGHXIAUSjNQ6z0GBsAAisUYEY3UTUKMICzpDJwmKKEeCQccvFnXwE/FOyyCiPtYAdpcrMYWcRBKZWNkRNRCc90jIzCKy3WxTGlRlLKtMMChDkNGZJlmHNhdNQ/LeMyGyTiBORwwiYLtF1rioFTFDJBdGkgMAsDAKWQbojQQNFIkcRUJABbe7DTCCsSmDMQPqIIrmCbUMKInvpswvw/1fvMsBwPe++W0kFJVx6VM1dm6kjQEAEY5x/Df+2TfI8fgZhxhKKWkYihTvHBKayutf+CIAfO+73yxSnPe5iPe+qpu6rh1z37Xb7bqk4fOv/z4AfP073zAkMUVCHndzphijieSchz59+bNfAID/41t/OmQRUR+CqORSREVU6hgrHwLT//i53waAr3/ra5I19UNOJYa4WCxjVaWct5u1SpGS/9E/+V8cABSVUSFYpCBgVdUxVgYw5KSqE/3GEMxG3otjx6WUogIILnoAKHknBjd0vur7/uLi4ubmxocwny+c4+hcXVdxJ9TwPgKSIXjvx1/x7DyRmhVR2gXe/aioicG874eyTf1QkvOePJMnmzxASGZCRGaahiHHXNU1AKSUUhps6j2FjORIs4qUnIuodv2gprGqXHC4C9DHhINzXDe1c0yEzrOhxboehmEChiEyADkfT04fPHr+Iwf7BzGG82fPuu2WcBoCaAFyOGtms9lMpSDog7NTAnv65IP25rb0u0IGQjEj0CJZHRVPBWl2sKCq6tK9fgiJvce6aqpQtW2XSyZiH6IabLddFT3sckuMTGS83FsyOSmScumHXlQIeAIU+uCQyAeX0nBxcdu1bdM0y/09BBgVk+NtMVTsvZr54Ju6rptmRKfmXLiq+p0kFBVAgBS79fbJ48d1HR+enqa+X11c9+vNaCwAgFRKUZWS+5K5Cn4WJWNYzorparVpdvE5M9fNfLlYdNu2ffvd29vVcv9gvlhWVb3hdax2ylEFTVmYuJ41zcgMqWr2roBu2u35+fluqIE9E/N6s37n3Xeuzi9ijC9+9MXDk2NknjwUKeXc9imnEOPPr/72/fcfm4mU8txzzx2fnA7DnVK9pBIrJ6ncXl//5K9+hASS0sWzJ+dPPjg+PFjsZDVFCoeQUlpt1zO/WM5m7WboZGg3m8ur84fHp3dLjvNVXYcYN6v1ZrvdbNpt2x4dnyz39nJKo414TI7C6H9MQ3r/rffe+flbs9n8U7/2qUcvfqSqYtgRIBXNVENw+0cHVR2vTy7azaaKMXrPwXe7Ty4N6Xa99iG88MILpycnjx49Oj09GQUZzruf//xv7ybhyAuBVMXqtdc+8fC5hy+/8tK////+zfXFRVXV1a7DT4yRqwiOqV256H0MPgc1Kabo2FeTKsG6ruvbdrNe17NmREB1fadqoYr3vaec94S0t1jM69nN06vHb787pFRXsVnMR4HX+OeIXZZcuu7k9Pj09GRvsXjrzTfXt7cxxsXe3tRiwExj8ES43WzadptzXi7mata221zK+bNnd68r5+16Mwy9qc5m9emD072D/ePT0+1mvb+3nLwRsarRO0EMPqha27Z910fCpmlILe4qQKbad1273QLYg4cPYtUMQ3ry9IPUD9F7mbDlZmOsjiGEg8ODF154YbPeeOeHrh9SmqYNIZmamuaUh35ot+2777x38ez8pZf7j7780v1iaFrHoGa3N9dv/fzn58/Ox51k/2D/wYMHk5hnbALcdV0ahrbdvvHmm5fXVxdXV7FpfF1PxykiQuLgsapqUVjfbPrcOxcoUHChTDMfwUxECxFVTRVjtVqtzp898841R4fOTQZsVUeua7unXbq6vASEWFU558uLq7H36/jnpMjIIO62fSCvRZt6Nm9ahySp0E7ZiGDMxIjzxeL4+O8QIhJ2Xd93HY2amXHme2emTVM3TVXV1Ww2N8DFckkISKD3KGSTlI2pqRoljKbBBQaHxUBMdWpVUoipqitVLSKRIFSxbipCdJ593CVcTEzRkpahDKI2W+5555rFnNgVsXsQZxFCVMN20+Y+ac6LxZIBZ81cRXEH1CcmZlKD7XYbgl8sl465lDL00Pf9JA0yE/ZUczQ1dpxSGtIgUpxn03vTbHSuS7nk4oCKGKk1FFTUilbO84eC2tHOWor0fV/VTdM0R8fHeeiJ6U6VBQCMZGaEmIsYUT2fxRhjXaNjds52tTM0EFVCNEAtampNPQsuVDEQTpo1ALBcsgGklLqO1us1MeGIJwebQm5iYCRTyyLMlFI/Mn6HDMQ4reeBnbAigJiRmZVMzEjs2HniyfFiKkZIRM4BIZScmbmpq9aKgY1VrF+G+7+IlwOA/+27/7Io5Cx9Ss47IGRHPjgAyWkggs997vMA8Kff/VelKDI758B0fXt7e3M9+tyD9865L/3RlwDgm9/8DjIomoAAIYdA5FRUUtYigd0XP/c5APjut7+LiCbqiEopAAYEgAhE7NwwDCPs/2v/53ewF07iBCiJMyQDHm0ljBTo7332CwDwtW/9SeU85LK+vFpdXjnm5eHB3vEBBBIQZPydv/+7IzMGFHkoOhRUwrqqQxVK6UuRD5eSs6qO7M/gc+rPry8unj2ZzZpmWYcm0H2WGpxzwJAFY1MdnZzUddN13eX5RbveToBrRBy1caqYhiHlBAzHJycCpqJTLxgqiIVcQU7KybwSZmE0dqSoFKf1nKvgFQDNri4v2s324/UnT+uzgppzHrNtoys5ADlgZu8GyVjUVDfbLbMF74YdEkYRxYwJgTFb8ZU7PDk8Oto/Pj420wkf79gR8ihsArA8pCrE7WqlKVXR6y4PbIhjOq7dbIqUy+tLAXn+pRcN8eL8fAqDqAAVpAxRg6XklbiQ5UKk7AB3cQs7dMHFGNrr8Pjd966vrz7xa5/aP9jvZOhvhlQyjHO1HyRlQ46hngP5seZ9s1kPUnxdpV0pGQhTye3Q3Wxur26uXHRnzz947sXnFvuNQcnlLjC8g/+Tm1ezxtelHdZXN1dPnm3Xa5xEwwAlFyJyzKvV6uDo4MWXXmwW81df+/j+4f75xfl9NJqFFCEZJKMBfHaVBO6QtuYHgu0EQQdknC3mewd7qaSu6xZ7e8v9fWQHiKOcYyS0S0mDYtk72neaFXKznG26Otb1bLm8ur7e/TmsmtrQ2m7T545RNm2y81TSkIdhss6lYcg5OUezui6pXF49nc3qZdVw8M77y8uruzGo1lWd+v7p06ef+NRrL33ilTd//rNP/uqv4I9+vFqv/cRwAdasJIhCOpiqMFfWGyJUVci7LW7IQ2OVr8Ppcw8ffOSREFIM667rh0TsnNt5zU005aLIANj3Q5a+XtaGNJRS1KaIzzl2VUACcrq/V4eAJXWb1c16fUOA9S4cLTmlYSg53zK98aMf/+Vf/OVyOf/1/+rTn/z1X4nNbAozwSCGsLm9ffONN5/7yPP1Yvb2W2//7M03b25u0pCmma9mqCY6FsnYjD3H4CoEA8X7jdIsi/Q5LWb1pz7968ujI2N68uw8lVTXUaY+cZKTCnAMoODIC4gWAKOcdL3a6DQfiExL1w/DsHUezMgksaP5cu7ZTeUp55yZzprGMdV1nYe0vl1tVuvNaqM68XugqiIRhxjn80U/DM+ePnv37fd+8B9/EKvomVN/n/pARiAEY2BLSbucBZHAkpS064TKzCLldr0ykdPnHlbzRair1WpNjLNZPRZEHQAwmTciQinFsUOuvAtNvUhpO/RpcmsSmooRGJh2m26VO9M8a+r5bBZ8LJMGznEdmvl8vrdYPHx49hu/+ek09D4Gcl7M7i1Foz4zxlc+9spHXnjh4PDg4YMHQ9c75pPjk8nUaWTonTo1JvUIBTsohsKo3iHuAm9TFSk3Nzfb9VqLuhhyKVJyDDXaXZjpAKAO5M0ro6Qh970x9OsWVFHAUvG7MMNEiuQQuNk/YD4oZRiG1jsO3ovoNG2YmT2LSTt08/nsox9/Oad0cXGx2WyJnfuQDTPnhEyPnn8+VlUpsr+/n4c0MO8tlxNQX9AQ1UcnghBJAYoCOQdkmQvvxDxoBmpaynrbokFdz5DYOSbEPCSdUt6ejAmySsm9G/WouTAokyOTalf/05zNBAR9DKZiYlAgi2gxKVJ2bRLUjAGL6qZrjdEcISPHgP0g8qHeAaYpDUS82FuaQd/1s2ZmoGVIVYzdbutCD2aWtRCCa8gcpCSRuYCIigu7+WCGqozoiEYVmGc250pOJtkmNRpZMQFGV7JFHwAN7/TySmS022wIYFTJ5n5Qk77vc86EiD4g3PelHCUGZmCgZbMupkyUREca7mQiVxUgUjGPfhgGM1UtRMhMKjrVCjiSgQGYlELMyCqYgQTREI2rSSknQIhgeHdzVmZCyyoqOv7oL8P9X8TLAcDXvvlV5xwCipiIOheYeDzkkUMDef0znwWA/+uP/jGxIRs6FCIhNygmY8WQBVX4c//wMwDwJ9/+EzPNOfdDz97HqmJHJWVCBANC/uwXPgsA3/neN0ouUkrXdjmX5d7+0cFRXddDP/Rd23fbL3zlDwDga1/9ak7K7EuBohDjzIfQtdvNZkUgVXT/+J/+MQB891vfUjNAcOxUhJmd45QSIJLjnNPrr3/JAcBY4RzZcArsOSBQEc2lSLnv10eYnANwAI4Hk+woUeiMs1EuZBOzfkRESskprTYbX8X5fB5D8M6D2bRLOx+Y/dD3Ka3W6w2hm9dzNLy8uMhpcLujOSDEGExx1a5FkTmo2e1qPfRtHf09O0RttAqIjeJQCjFUdexTEpF74h2IEAEBOg7z5bKp5n2Xtttuk7pcyoc6dSo7A4c9lEzcYmmRc6zUNf0Auqv8m1pOZbtZX93cZNPD6mS5vzzcP0zDcHN5NUG6xcA73zRMJ/Tw4aOjgyPHrt22q+ub25vrs7MHux9lBL66vD4/P2/m+6cPGzNEBGZXNc2UMURmQkTmISdVWa1vTeT0wQk7V0RH+I0DAO8cI1nRrt1QwfWz24tn1/PFPjpnanGXkmUSRCtm5jgTJMctUecQo8uOy93uAMPQ397c3K5vk+Sjs9NXP/Hq889/BFXf/fnbm8263LvYXKxqMkh9Oj46qWL1/jvvqcjq9vby/OLRw7PxNl9FyTLkAQmWe7O9vUXXDXVdzRfN3nI+9T4RMXIuVpUhzprq+vLiyeP3Hz3/iJi2N9ujo8PdUL2zokhYcr7eXP74hz/54X/+q9/4zb/zymuvFVC3c2QgqahYcBY9+qi+Gox7dhZcEc7p7nV1XbverLq+PX704L/57/7bX/21X9usNz/6i79+9vTJZr1qmjs3g4pK0bbr3n3nva7tUz+8+ZOfvvLqq/PFsmvbo+Pj8bZYVeL18OTw5OzB4eFJycN6fZ1St6z3QgxTrUDNTE3MDODo5GQ+n6Wue/nllwzt5vbah52pU1WIsGlmh/tHszBHofXN9oUXXnhwenpxe3WfRiNUxGTQqfaAtynfmPYxoCmSMzfJb4qh7R8ffurXPvVb//VvLff2fvrjH//1D/9yc7sKLkzUvmFICDiMZcvgD4+O6qb5jU9/enVz84M/+zNfTbolAIKT0+Plck/Enjx+WlIXI5vlzea2lJ2IBBEB+364urysq2pze/PGT9948cUXHjx64IiZd0MtRRBMVEIM+4cHL7368mbdvvDSC4v9ZZu7ic9hyIqg6Aq4TZLkfUE28oYEAtNZhL0/Pjk5PDn6yAsvqOjf/PCvfvAf/+zdt96eVfXsoIm7MRBRCMExN7MZOVc1tai6GLJpn9PN+o5YktJAREi+bTfr29VmfVvX1d7+QT8Mq9VqCgqC90V1bPtDxCWXq8urn/74p2aWhpwnMQ8SmljK+Xa9SoNst1v0dH17lTRnGcBN5Bgs7Io5UQcuMFa1r5xvhoKWhXcCl6qZNbP68OigZPnP/+nPf/6znz17/JSRvI/BhylgYeYQIxMt9va6oX/nvfe2m207DNv1uoxN1e4mYXEcELTr2pubi2FIBwfLvf2Z3hRmmLyfAHdZ8qZp9vf39+fz6/MLIl6vN6awXm9gV54iYlKzPg0IbAQHp4eq2OUe3WSaBaTKwERIKZBGHRAVUdWZoQB2u/iRHSHnJE/ff7rarK+eXVaxDocu+BhjPQ3VVHPKXMe9gz1EMoPj45MRwH726FGsd0srAiIgARPs7y+JaG9vAahFEn4oXWyqaDY2YLm6uETTqq6Hob++uglVGBukOAAQU3JO1EB1O/RoGJo49MlQyfGESEqJhQDQk0Yb0CMbMI88miJul/pgciVr3w1pGFIpngM1pKE49hwC8H18ltJQJIsooMVYNXXT973zwXs39YkzM5GSkzlH1EQiNtBtu06pN5APuXaEmUyEEPu+R4DF3r7vWmJ0Lowv3AGAgIEIIyFTLoVHC5q7A+dPQP2SWQgNvWR05ByQJnXeVDKqBtupX4lVdbPeqoiCMXsiTgbIrAhhV/xFBFUtUlSViIVL13Vjx2wEu1fmMqmKGopYzpmIAEHNfHTINDG5VMemvcaEOafgvQ8eoCZCdjzKqn4Z7v8iXg4Avv2tb41tJA1gVEs65uDDaIc3lX/wuc8AwNe//XVHTAiOOTjftm1K2flIQGBgop//vS8AwLf/5FsqJmoAIy0GVBQR7I6BoF/5yu8DwHe//b2xUkhEOSfnXNPUfdcPaTAzNf3KV/4AAL73nW/nXMzAOS9FAImYUxpEivcOEb705S8DwPe+86elJFDNaSglV009n89VtetaUyOi17/85XsQJxF5532Ijh0aVCEgQN/1Q5pcoqpqzrlRMCJSADGEqApD16NO2baRTa8AaAop5TxkRGBCAJ3ywGqKTECQJQ8li5n1UEoZiymTZauImJkB5pwNqKlrYmbnh6EjwkmcOXb8lZL7NOScqlktKsMwtG2LAG4CcbLz5DwiKlgpen11ffHsvPJ+MZt55onaF6NnpBgCIdzcrFbrdahmPlQ55ZzETRpDg5ILAoUYmZwjbxGGrlMpY9Z/vI2YixTN0g/9bDGfzWZpSKGqyLsPs0OYGQz6IW02W0Dedn3fDzHGEHwIbqrBMztm3OZcVBVhJDk9PX/Wt+18NmvqBnYCAXPOhRgBcTaf39Tx/XffWV9fXRjUITx6dNctKgQ3q5u6qrbrTS6lns2PTx/OmuWT95+0267enQpMdezbpEXavgs+zmfzfrM1URd80Z0DTEpRyTmlnF88PolV9cH77z96/rkh52fn5/5DNBVDAAR27uTBGQC+++577BgQ+yHFHedHVFRNTeeLeTNrXnjpRQC7vLq8ub0JJVa222xS3/UKojeG+LH95Sc/9cmmiqkfzp88vXj6zO3SmU1THx4ceOZ2s13MFy989JWz5144f3r1k79+4+Z61eyOXQgQvVexYejPn57HUOEJXF5ctNvNg9MTm7auIkBYVbUP8eDgcL1aP37v8Ysvvri33Hv67Py+rS6imTLz/sH+qx971QxV7eGjR6Ly1ltvTYWRnJKZmulyvlgeLM/OHhw/OAXCn73xZkl5mFrNIiKAblar9x6/f37+9OzhWd+2jx492j/aT2lY7C3uVjD2Td0MbX91frXd9kdHD2+vVm///J2333qHZERzAgD0XRd9EFFHvLe3OHv43IsvfjSlfrO+LVJsKrExA1gYKVf98N7P337zb378iVdffeGVl9FAdta5qq5yLiLaD+mdd945f3b+5k/egN/6rZPTUwSYoqV+6AnMsRv64Ud//eO333n313/z0yFWp2dnt9c39zWbGGNVVXt7y1hH9s5UFTRLGVeqKa0sIl3bt6vN7fVt3+eLpxcibnWz8uxjZLe7LQ9D6vphGHyoYlXvHSz39hf7B3s3B3t1Uw3DXRWLEHMpQz9sVut2tf6rP/+LH//wr1977bX9o0MowjsFEQB67+aLOvaDaek2m67dbterxWKmUiYXpqoQUfC+lHL59PzJkyfHp6cPHj1kF5DZTxAiJESixaypZ3UznxnYdrttmmaz2YQqTjHGZtVahna1KVlVIKUsucxn80ePHkpOU1DFTEULMbNj9rxar957/H6WvNxf1nXFblq9bGyfKqW0KVdVdXZ2lofh8tm5lpJ2gq9Sshk4V4L3s9ksvOoW89nJgxNCcwRltzuMtMKcUx6SY17Ml4v5oopxGAY1+xAK2SCXwjnnPNzcXrd9L1LmiwUC+hAmhUvXdqlLWgSQh6F78viD9W3rYxWiF9aJdMrMIURins2XVV2Hqjaz5d4yxiAlTypvIkRyhLh/uN9U9YOHDz7+2sdjXaWc2PEkzlQ1EWm325zzZrM2USK4ubrQu6cwkR0dGXRt1243ZhpDyMNwc32zWq/ScNfVwMG4dwEkBEMjYgQIPhASIjWNLzuCQCmipirmfahiVJHr68vl3n6sQt1UbkpBec/snPPIaACl5LZtVcXAhpwm2CXuDrjsnCGEKlZ1aLsu5YTMU3G9lAIGCkZEpooIdVPlnLUU52hSQQXvQRViMK2JuKnrnJKCpSFpkfuhErOa5VKYiYijjwZmCkRwxysc/zk1M5CcvePZfJaGDLmIJESHdC/lAURRHYF9ZoCZR9yCqarqvW4JDJHATEHbrg3BO8diioz4X+A/QUdcEZGqIBE7AvTsyD7UM3OEqbMD70XUkLjvei5SUja9UxD9Mtz/RbwcAHz3m99HZvIOCA0h5ZxTZiIyJDXL+oU/+CwA/PN/+i1mZEJ2VM0qJSwqY6ipoo7cl17/PAB8/3/9vogCoHMegAwoJ8m5aCmMqCV/5Q+/CADf/PrXx4r86PVVsxDjfDY3g67tTPTzX/w8AHzvO99GpBCrEKP3/ubm+ubmGhFjVRFzrOrf/e3fBoBvf+s7BmqqTARqUgooxKpi58ceIa9/eWyz5YiCY+98FQVMOgCHAIAKmuWe7waa+5Sk+Ohj4GY5H7RkJQUtpUzVRIBiJoikBqnYMEgqVooiUGDG+zaXHByPpcdSMiChlH7oVTXnPEluSykuBDUj50IVm9ms67pxg2B294Y9A1WVUrLK6ub24tmz7Wqzf3h4+uBsNl/AVEoGAiRzgcmjiITaEUciSu2wXW3yzlLkmLt1d3t1ZVrk0dnB0f7Jyenl7c225ZzusnIAAKAIEqNnH2AoWcExu9pL1q7raDoAOUeOVUqsa19F730I8ebiqu86z95PyWyEkstmu2373nm3Xa/X6xUCnJ6dHZ+c3N7eAa7VAAB9CCF659ww9KOdYHSM05Qc9YENNefuZnN1u1mR4+XeXlXVXdp2aSu7fHxVR0n147dv3/7bv/35z97wlf/0w1PHpFKIcMp6OlIf3WxWK+Cm7dSMXGgW++22X6239wRpsHF5ny8W9aw5PjkGgH/3+IOb29uj/YNhakoqcru6WW/b07MzZGzmjXP87OlTZjo8Ori6vtPLmFkWiSGCc9Vy/lz4aLNcmAI4TlIqtytkMAMHnyRt29tnzz5QsNv1jMgN3YCK8+ouBg51FcPxc5vnH7//3htvvHHy/MOPfPyV86vL6+vr+WxxnzQCqyvvGFabbd+3Q0bwHEX6fhiG3MTJXDvy4JWRUG25WB4cHPzl7C8uzy/IubL7RkopXdchwoOzB4dHh3VdBef+7b/5t23bDildXl6Mt5HjuvLsmb2rmuqkqY8fnV1fXq+ub1XMxx2hXaQ45BjdwcHCR0RHyLRardttYmPdpbxDUzcxzGaNIYKjZrFg753zJYuUIh9K3klObUrDkJaL+UFcZPMpa+r7EXC5eyJoolrk+uLyg8cfvPvWO7/+6U+baIxV08wGvAsMvfOzZobMwfkP3vsgpWE+n3/w+Ml6u90/Omp3OoIqRvLkqzBfzl946cWXX3k5+PDGT9588ydvXp9fMe0+YFOVksEMTefzOtQRmYJ3aGAFye7i+GRaOV4cH370tY+vum2c1bkIs6uqKobAeB/cDn3f9X035Pm+d0GHdnt5uV7dbLTY1HKDiczATK6eXvz5f/gzICq5EPPeco8dT2THcSWv6xkaXj67OD9/9tzzz89n8/lsbiLz2ezu8aqktt9s1pvNOsZQxbC3t5/TwEQhhDzlgQnQRHNJaeiLlXa7Ie9MofIBmHAHSumGIQSPAKGZ7Z+cbLv2yZNnSMBIkstU6gQgMyPiGJmIunZ7+ezj1EPzAAAB3klEQVTm8uLWlJu62YWPILl458C5KsblYiFgCLhYLosUYqbdUHMpIqqqecie/f5y/+GDB6+8/HKX+v/CSZrTMPRt1262m/feevsH/6EKIXoXPAfHXidkowmICTE5dGAgKtqLGnj0SDz9wWEYWmYTUSl104ipluIcI0BOCWWyTKMBV/Xcx9jM9oqRFSIjNBrh7bvbxjfmDo4Of+3Tv8HOnT08c1XcbDY5pamFOxER0jCk1e1qvVrdXF85pofPPQKCtu+mk03JWUvRXKLziKB9brvkfZjPl54cTClvEFQxVCNlKAXUpAixYyYEmmRmkkvXdSaCYIjknVM1FWWkLAXuO72TmYKRFmi3LaALTAfzWclFxe5bzSLkUoL3PoSj0xMkGnJOKrmUrv9Q1RzMOTZAkdLU1XbjLi7OkWCxt8wlu92REMGIqK4rEVGVnJKU4shpKQkGmLrVk5IqEDKrBbACTKgETMqmcC/KN9VS1PH/X94Z3DAMwzBQpBz/guw/aN3Wlqg+jADZoVPwPnfE1tnBNRf6QXo/ut1sEGsHiSQFllLfNQMSK2Fmj7WRVaoiJwBVfV6jCAPo7XEyXYD57tUefl3ne4yYszII0437cO9OqZmhlAODHiTpDdvx+Cvc/wHSYUJfevy4MAAAAABJRU5ErkJggg==",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "im = image.load(image_name)\n",
      "itorch.image(image.scale(im, 256, 256)) -- rescale just to show the image"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 256,
         "width": 256
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img_mean = torch.load(img_mean_name).img_mean:transpose(3,1)\n",
      "itorch.image(img_mean)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 256,
         "width": 256
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "-- Have to resize and convert from RGB to BGR and subtract mean\n",
      "I = preprocess(im, img_mean)\n",
      "itorch.image(I)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {
        "png": {
         "height": 224,
         "width": 224
        }
       },
       "output_type": "display_data",
       "png": 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",
       "text": [
        "Console does not support images"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print '==> Preprocessing'\n",
      "-- Have to resize and convert from RGB to BGR and subtract mean\n",
      "I = preprocess(im, img_mean)\n",
      "\n",
      "-- load mapping from output numbers to human readable classes\n",
      "synset_words = load_synset()\n",
      "\n",
      "-- sort outputs in decreasing order and show 5 best classes\n",
      "_,classes = net:forward(I:cuda()):view(-1):float():sort(true)\n",
      "for i=1,5 do\n",
      "  print('predicted class '..tostring(i)..': ', synset_words[classes[i]])\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "==> Preprocessing\t\n",
        "predicted class 1: \tgoldfish, Carassius auratus\t\n",
        "predicted class 2: \tmacaw\t\n",
        "predicted class 3: \tlorikeet\t\n",
        "predicted class 4: \tflamingo\t\n",
        "predicted class 5: \tpinwheel\t\n"
       ]
      }
     ],
     "prompt_number": 7
    }
   ],
   "metadata": {}
  }
 ]
}
